anti-cherry-pick

What problem does it solve?

Phase 4 reporting discipline activation ensures every seed, result, and failure is recorded and reported to prevent selective outcomes from skewing conclusions.

Core Features & Use Cases

• Mandatory reporting of all seeds, all results, and all failures with aggregated statistics (mean ± std or 95% CI) to avoid cherry-picking.
• Negative results are data and must be stored in docs/05_execution/negative-results.md; nothing is silently dropped or deleted.
• Fair baselines require equal compute budgets, data, preprocessing pipelines, and hyperparameter search budgets across methods.
• Equivalent access ensures all methods share the same pretrained models, data, and external resources.
• Gate-based discipline enforces full transparency across all datasets listed in the evaluation protocol.

Quick Start

Activate the Phase 4 reporting gates and begin recording all seeds, results, and failures immediately.